{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import toytree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#rtre.drop_tips(contemp).draw();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "import toyplot\n",
    "\n",
    "toyplot.color.Palette(\"Set3\")\n",
    "colors = toyplot.color.brewer.palette(\"Set2\") \n",
    "css = [toyplot.color.to_css(i) for i in colors]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,772.1774193548387)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,762.6273344651953)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,753.0772495755516)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,743.5271646859082)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,733.9770797962649)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,724.4269949066214)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,714.8769100169778)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">reference</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,705.3268251273345)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,695.776740237691)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,686.2266553480475)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,676.6765704584041)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,667.1264855687606)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,657.5764006791171)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,648.0263157894736)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,638.4762308998302)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,628.9261460101868)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,619.3760611205432)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,609.8259762308998)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,600.2758913412564)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,590.7258064516129)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,581.1757215619693)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,571.625636672326)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,562.0755517826825)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">watsonii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,552.525466893039)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,542.9753820033956)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,533.4252971137521)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,523.8752122241086)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,514.3251273344652)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,504.77504244482174)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,495.22495755517826)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,485.6748726655348)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,476.1247877758914)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,466.57470288624785)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,457.0246179966044)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,447.474533106961)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,437.92444821731743)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,428.3743633276741)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">asplundii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,418.8242784380305)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,409.2741935483871)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,399.72410865874366)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,390.17402376910013)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,380.6239388794567)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,371.07385398981324)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,361.5237691001697)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">viridis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,351.9736842105263)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">viridis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,342.4235993208829)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,332.87351443123936)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,323.32342954159583)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,313.7733446519524)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">muricatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,304.223259762309)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">standleyanus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,294.6731748726654)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,285.123089983022)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,275.5730050933786)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,266.02292020373505)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">californicus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,256.47283531409164)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitoides</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,246.9227504244481)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitoides</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,237.37266553480467)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">crassipes</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,227.82258064516122)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">crassipes</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,218.2724957555177)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,208.72241086587428)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,199.17232597623087)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,189.62224108658734)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">arenicola</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,180.07215619694387)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,170.52207130730045)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,160.97198641765692)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">floridanus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,151.4219015280135)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">greggii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,141.87181663837006)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">greggii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,132.32173174872653)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">arenicola</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,122.77164685908312)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acanthochiton</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,113.22156196943969)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cannabinus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,103.67147707979616)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cannabinus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,94.12139219015273)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">australis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,84.5713073005092)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">australis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,75.02122241086578)\"><text style=\"fill:rgb(89.8%,76.9%,58%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">fimbriatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,65.47113752122235)\"><text style=\"fill:rgb(89.8%,76.9%,58%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">fimbriatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,55.92105263157882)\"><text style=\"fill:rgb(0%,0%,0%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quinoa</text></g></g></g><g class=\"toyplot-mark-Graph\" id=\"t61f7b174e32b4025abd8f479f41bf4f7\"><g class=\"toyplot-Edges\"><path d=\"M 50.0 55.92105263157882 L 178.57142857142856 55.92105263157882\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 50.0 370.92463391341255 L 59.89010989010989 370.92463391341255\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 59.89010989010989 142.65522203947359 L 89.56043956043956 142.65522203947359\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 59.89010989010989 599.1940457873515 L 69.78021978021978 599.1940457873515\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 89.56043956043956 70.24617996604401 L 168.6813186813187 70.24617996604401\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 89.56043956043956 215.06426411290317 L 99.45054945054946 215.06426411290317\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 69.78021978021978 513.9520771434635 L 109.34065934065934 513.9520771434635\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 69.78021978021978 684.4360144312393 L 79.67032967032966 684.4360144312393\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 168.6813186813187 65.47113752122235 L 178.57142857142856 65.47113752122235\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 168.6813186813187 75.02122241086578 L 178.57142857142856 75.02122241086578\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 99.45054945054946 125.23377811969434 L 109.34065934065934 125.23377811969434\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 99.45054945054946 304.89475010611204 L 109.34065934065934 304.89475010611204\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 109.34065934065934 483.2873514431239 L 158.7912087912088 483.2873514431239\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 109.34065934065934 544.616802843803 L 119.23076923076923 544.616802843803\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 79.67032967032966 631.9105475382004 L 129.12087912087912 631.9105475382004\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 79.67032967032966 736.9614813242785 L 89.56043956043956 736.9614813242785\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 109.34065934065934 98.8964346349744 L 158.7912087912088 98.8964346349744\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 109.34065934065934 151.57112160441417 L 119.23076923076923 151.57112160441417\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 109.34065934065934 247.81807088285217 L 129.12087912087912 247.81807088285217\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 109.34065934065934 361.97142932937174 L 119.23076923076923 361.97142932937174\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 158.7912087912088 476.1247877758914 L 178.57142857142856 476.1247877758914\" 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style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;opacity:1.0;stroke:rgb(40%,76.1%,64.7%);stroke-opacity:1.0\" transform=\"translate(168.6813186813187, 934.5288624787776)\"><circle r=\"0.0\"></circle></g><g class=\"toyplot-Datum\" style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;opacity:1.0;stroke:rgb(40%,76.1%,64.7%);stroke-opacity:1.0\" transform=\"translate(168.6813186813187, 944.078947368421)\"><circle r=\"0.0\"></circle></g></g></g></g></g></svg><div class=\"toyplot-behavior\"><script>(function()\n",
       "{\n",
       "var modules={};\n",
       "modules[\"toyplot/tables\"] = (function()\n",
       "    {\n",
       "        var tables = [];\n",
       "\n",
       "        var module = {};\n",
       "\n",
       "        module.set = function(owner, key, names, columns)\n",
       "        {\n",
       "            tables.push({owner: owner, key: key, names: names, columns: columns});\n",
       "        }\n",
       "\n",
       "        module.get = function(owner, key)\n",
       "        {\n",
       "            for(var i = 0; i != tables.length; ++i)\n",
       "            {\n",
       "                var table = tables[i];\n",
       "                if(table.owner != owner)\n",
       "                    continue;\n",
       "                if(table.key != key)\n",
       "                    continue;\n",
       "                return {names: table.names, columns: table.columns};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        module.get_csv = function(owner, key)\n",
       "        {\n",
       "            var table = module.get(owner, key);\n",
       "            if(table != undefined)\n",
       "            {\n",
       "                var csv = \"\";\n",
       "                csv += table.names.join(\",\") + \"\\n\";\n",
       "                for(var i = 0; i != table.columns[0].length; ++i)\n",
       "                {\n",
       "                  for(var j = 0; j != table.columns.length; ++j)\n",
       "                  {\n",
       "                    if(j)\n",
       "                      csv += \",\";\n",
       "                    csv += table.columns[j][i];\n",
       "                  }\n",
       "                  csv += \"\\n\";\n",
       "                }\n",
       "                return csv;\n",
       "            }\n",
       "        }\n",
       "\n",
       "        return module;\n",
       "    })();\n",
       "modules[\"toyplot/root/id\"] = \"te31b6c1241524f9994f36c27ef31b997\";\n",
       "modules[\"toyplot/root\"] = (function(root_id)\n",
       "    {\n",
       "        return document.querySelector(\"#\" + root_id);\n",
       "    })(modules[\"toyplot/root/id\"]);\n",
       "modules[\"toyplot/canvas/id\"] = \"t87b910b75e4a4b0f965eca8ca001a034\";\n",
       "modules[\"toyplot/canvas\"] = (function(canvas_id)\n",
       "    {\n",
       "        return document.querySelector(\"#\" + canvas_id);\n",
       "    })(modules[\"toyplot/canvas/id\"]);\n",
       "modules[\"toyplot/menus/context\"] = (function(root, canvas)\n",
       "    {\n",
       "        var wrapper = document.createElement(\"div\");\n",
       "        wrapper.innerHTML = \"<ul class='toyplot-context-menu' style='background:#eee; border:1px solid #b8b8b8; border-radius:5px; box-shadow: 0px 0px 8px rgba(0%,0%,0%,0.25); margin:0; padding:3px 0; position:fixed; visibility:hidden;'></ul>\"\n",
       "        var menu = wrapper.firstChild;\n",
       "\n",
       "        root.appendChild(menu);\n",
       "\n",
       "        var items = [];\n",
       "\n",
       "        var ignore_mouseup = null;\n",
       "        function open_menu(e)\n",
       "        {\n",
       "            var show_menu = false;\n",
       "            for(var index=0; index != items.length; ++index)\n",
       "            {\n",
       "                var item = items[index];\n",
       "                if(item.show(e))\n",
       "                {\n",
       "                    item.item.style.display = \"block\";\n",
       "                    show_menu = true;\n",
       "                }\n",
       "                else\n",
       "                {\n",
       "                    item.item.style.display = \"none\";\n",
       "                }\n",
       "            }\n",
       "\n",
       "            if(show_menu)\n",
       "            {\n",
       "                ignore_mouseup = true;\n",
       "                menu.style.left = (e.clientX + 1) + \"px\";\n",
       "                menu.style.top = (e.clientY - 5) + \"px\";\n",
       "                menu.style.visibility = \"visible\";\n",
       "                e.stopPropagation();\n",
       "                e.preventDefault();\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function close_menu()\n",
       "        {\n",
       "            menu.style.visibility = \"hidden\";\n",
       "        }\n",
       "\n",
       "        function contextmenu(e)\n",
       "        {\n",
       "            open_menu(e);\n",
       "        }\n",
       "\n",
       "        function mousemove(e)\n",
       "        {\n",
       "            ignore_mouseup = false;\n",
       "        }\n",
       "\n",
       "        function mouseup(e)\n",
       "        {\n",
       "            if(ignore_mouseup)\n",
       "            {\n",
       "                ignore_mouseup = false;\n",
       "                return;\n",
       "            }\n",
       "            close_menu();\n",
       "        }\n",
       "\n",
       "        function keydown(e)\n",
       "        {\n",
       "            if(e.key == \"Escape\" || e.key == \"Esc\" || e.keyCode == 27)\n",
       "            {\n",
       "                close_menu();\n",
       "            }\n",
       "        }\n",
       "\n",
       "        canvas.addEventListener(\"contextmenu\", contextmenu);\n",
       "        canvas.addEventListener(\"mousemove\", mousemove);\n",
       "        document.addEventListener(\"mouseup\", mouseup);\n",
       "        document.addEventListener(\"keydown\", keydown);\n",
       "\n",
       "        var module = {};\n",
       "        module.add_item = function(label, show, activate)\n",
       "        {\n",
       "            var wrapper = document.createElement(\"div\");\n",
       "            wrapper.innerHTML = \"<li class='toyplot-context-menu-item' style='background:#eee; color:#333; padding:2px 20px; list-style:none; margin:0; text-align:left;'>\" + label + \"</li>\"\n",
       "            var item = wrapper.firstChild;\n",
       "\n",
       "            items.push({item: item, show: show});\n",
       "\n",
       "            function mouseover()\n",
       "            {\n",
       "                this.style.background = \"steelblue\";\n",
       "                this.style.color = \"white\";\n",
       "            }\n",
       "\n",
       "            function mouseout()\n",
       "            {\n",
       "                this.style.background = \"#eee\";\n",
       "                this.style.color = \"#333\";\n",
       "            }\n",
       "\n",
       "            function choose_item(e)\n",
       "            {\n",
       "                close_menu();\n",
       "                activate();\n",
       "\n",
       "                e.stopPropagation();\n",
       "                e.preventDefault();\n",
       "            }\n",
       "\n",
       "            item.addEventListener(\"mouseover\", mouseover);\n",
       "            item.addEventListener(\"mouseout\", mouseout);\n",
       "            item.addEventListener(\"mouseup\", choose_item);\n",
       "            item.addEventListener(\"contextmenu\", choose_item);\n",
       "\n",
       "            menu.appendChild(item);\n",
       "        };\n",
       "        return module;\n",
       "    })(modules[\"toyplot/root\"],modules[\"toyplot/canvas\"]);\n",
       "modules[\"toyplot/io\"] = (function()\n",
       "    {\n",
       "        var module = {};\n",
       "        module.save_file = function(mime_type, charset, data, filename)\n",
       "        {\n",
       "            var uri = \"data:\" + mime_type + \";charset=\" + charset + \",\" + data;\n",
       "            uri = encodeURI(uri);\n",
       "\n",
       "            var link = document.createElement(\"a\");\n",
       "            if(typeof link.download != \"undefined\")\n",
       "            {\n",
       "              link.href = uri;\n",
       "              link.style = \"visibility:hidden\";\n",
       "              link.download = filename;\n",
       "\n",
       "              document.body.appendChild(link);\n",
       "              link.click();\n",
       "              document.body.removeChild(link);\n",
       "            }\n",
       "            else\n",
       "            {\n",
       "              window.open(uri);\n",
       "            }\n",
       "        };\n",
       "        return module;\n",
       "    })();\n",
       "(function(tables, context_menu, io, owner_id, key, label, names, columns, filename)\n",
       "        {\n",
       "            tables.set(owner_id, key, names, columns);\n",
       "\n",
       "            var owner = document.querySelector(\"#\" + owner_id);\n",
       "            function show_item(e)\n",
       "            {\n",
       "                return owner.contains(e.target);\n",
       "            }\n",
       "\n",
       "            function choose_item()\n",
       "            {\n",
       "                io.save_file(\"text/csv\", \"utf-8\", tables.get_csv(owner_id, key), filename + \".csv\");\n",
       "            }\n",
       "\n",
       "            context_menu.add_item(\"Save \" + label + \" as CSV\", show_item, choose_item);\n",
       "        })(modules[\"toyplot/tables\"],modules[\"toyplot/menus/context\"],modules[\"toyplot/io\"],\"t61f7b174e32b4025abd8f479f41bf4f7\",\"vertex_data\",\"graph vertex data\",[\"x\", \"y\"],[[-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -1.0, -1.0, -2.0, -1.0, -1.0, -2.0, -1.0, -3.0, -2.0, -3.0, -1.0, -1.0, -4.0, -1.0, -4.0, -1.0, -1.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -1.0, -5.0, -5.0, -2.0, -1.0, -1.0, -1.0, -2.0, -3.0, -2.0, -1.0, -2.0, -2.0, -2.0, -3.0, -1.0, -6.0, -3.0, -1.0, -2.0, -2.0, -3.0, -1.0, -4.0, -2.0, -3.0, -3.0, -1.0, -4.0, -2.0, -7.0, -4.0, -3.0, -4.0, -1.0, -2.0, -1.0, -5.0, -4.0, -4.0, -1.0, -5.0, -3.0, -1.0, -1.0, -8.0, -1.0, -4.0, -5.0, -3.0, -1.0, -6.0, -5.0, -6.0, -2.0, -9.0, -5.0, -6.0, -2.0, -7.0, -7.0, -10.0, -7.0, -8.0, -1.0, -11.0, -9.0, -12.0, -13.0, -13.0, -13.0, -12.0, -12.0, -9.0, -9.0, -11.0, -11.0, -1.0, -1.0, -8.0, -8.0, -7.0, -7.0, -10.0, -10.0, -7.0, -7.0, -7.0, -7.0, -2.0, -2.0, -6.0, -6.0, -5.0, -5.0, -9.0, -9.0, -2.0, -2.0, -6.0, -6.0, -5.0, -5.0, -6.0, -6.0, -1.0, -1.0, -3.0, -3.0, -5.0, -5.0, -4.0, -4.0, -1.0, -1.0, -8.0, -8.0, -1.0, -1.0, -1.0, -1.0, -3.0, -3.0, -5.0, -5.0, -1.0, -1.0, -4.0, -4.0, -4.0, -4.0, -5.0, -5.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -4.0, -4.0, -3.0, -3.0, -4.0, -4.0, -7.0, -7.0, -2.0, -2.0, -4.0, -4.0, -1.0, -1.0, -3.0, -3.0, -3.0, -3.0, -2.0, -2.0, -4.0, -4.0, -1.0, -1.0, -3.0, -3.0, -2.0, -2.0, -2.0, -2.0, -1.0, -1.0, -3.0, -3.0, -6.0, -6.0, -1.0, -1.0, -3.0, -3.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -1.0, -1.0, -2.0, -2.0, -3.0, -3.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -5.0, -5.0, -5.0, -5.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -4.0, -4.0, -1.0, -1.0, -4.0, -4.0, -1.0, -1.0, -1.0, -1.0, -3.0, -3.0, -2.0, -2.0, -3.0, -3.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0], [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0, 31.0, 32.0, 33.0, 34.0, 35.0, 36.0, 37.0, 38.0, 39.0, 40.0, 41.0, 42.0, 43.0, 44.0, 45.0, 46.0, 47.0, 48.0, 49.0, 50.0, 51.0, 52.0, 53.0, 54.0, 55.0, 56.0, 57.0, 58.0, 59.0, 60.0, 61.0, 62.0, 63.0, 64.0, 65.0, 66.0, 67.0, 68.0, 69.0, 70.0, 71.0, 72.0, 73.0, 74.0, 75.0, 76.0, 77.0, 78.0, 79.0, 80.0, 81.0, 82.0, 83.0, 84.0, 85.0, 86.0, 87.0, 88.0, 89.0, 90.0, 91.0, 92.0, 93.0, 0.5, 10.5, 1.25, 3.5, 5.5, 11.25, 13.5, 2.375, 6.25, 12.375, 50.5, 76.5, 4.3125, 8.5, 13.6875, 18.5, 35.5, 51.25, 54.5, 56.5, 61.5, 64.5, 68.5, 77.25, 79.5, 6.40625, 14.84375, 19.25, 21.5, 27.5, 30.5, 36.25, 52.125, 55.5, 58.5, 62.25, 65.25, 69.25, 78.375, 83.5, 10.625, 20.375, 23.5, 28.25, 31.25, 37.125, 42.5, 53.8125, 59.25, 63.75, 70.125, 72.5, 79.6875, 84.25, 13.8125, 21.9375, 29.75, 38.0625, 40.5, 43.25, 45.5, 56.53125, 65.375, 71.3125, 74.5, 80.84375, 85.125, 87.5, 89.5, 17.875, 25.5, 31.375, 39.28125, 44.375, 47.5, 60.953125, 72.90625, 82.984375, 88.5, 21.6875, 32.6875, 41.828125, 48.25, 66.9296875, 85.7421875, 27.1875, 45.0390625, 76.3359375, 91.5, 36.11328125, 83.91796875, 60.015625, 76.5078125, 93.0, 60.015625, 83.91796875, 36.11328125, 91.5, 76.3359375, 45.0390625, 27.1875, 92.0, 91.0, 85.7421875, 66.9296875, 48.25, 41.828125, 32.6875, 21.6875, 88.5, 82.984375, 72.90625, 60.953125, 49.0, 47.5, 44.375, 39.28125, 34.0, 31.375, 25.5, 17.875, 89.5, 87.5, 85.125, 80.84375, 74.5, 71.3125, 65.375, 56.53125, 48.0, 47.0, 45.5, 43.25, 40.5, 38.0625, 33.0, 29.75, 26.0, 25.0, 21.9375, 13.8125, 90.0, 89.0, 88.0, 87.0, 86.0, 84.25, 82.0, 79.6875, 75.0, 74.0, 72.5, 70.125, 67.0, 63.75, 59.25, 53.8125, 46.0, 45.0, 44.0, 42.5, 41.0, 40.0, 39.0, 37.125, 31.25, 28.25, 23.5, 20.375, 17.0, 10.625, 85.0, 83.5, 81.0, 78.375, 73.0, 72.0, 71.0, 69.25, 65.25, 62.25, 60.0, 58.5, 55.5, 52.125, 43.0, 42.0, 38.0, 36.25, 32.0, 30.5, 29.0, 27.5, 24.0, 23.0, 21.5, 19.25, 14.84375, 6.40625, 84.0, 83.0, 79.5, 77.25, 70.0, 68.5, 66.0, 64.5, 63.0, 61.5, 59.0, 58.0, 56.5, 54.5, 53.0, 51.25, 37.0, 35.5, 31.0, 30.0, 28.0, 27.0, 22.0, 21.0, 20.0, 18.5, 16.0, 13.6875, 8.5, 4.3125, 80.0, 79.0, 78.0, 76.5, 69.0, 68.0, 65.0, 64.0, 62.0, 61.0, 57.0, 56.0, 55.0, 54.0, 52.0, 50.5, 36.0, 35.0, 19.0, 18.0, 15.0, 12.375, 9.0, 8.0, 6.25, 2.375, 77.0, 76.0, 51.0, 50.0, 13.5, 11.25, 7.0, 5.5, 3.5, 1.25, 14.0, 13.0, 12.0, 10.5, 6.0, 5.0, 4.0, 3.0, 2.0, 0.5, 11.0, 10.0, 1.0, 0.0]],\"toyplot\");\n",
       "(function(tables, context_menu, io, owner_id, key, label, names, columns, filename)\n",
       "        {\n",
       "            tables.set(owner_id, key, names, columns);\n",
       "\n",
       "            var owner = document.querySelector(\"#\" + owner_id);\n",
       "            function show_item(e)\n",
       "            {\n",
       "                return owner.contains(e.target);\n",
       "            }\n",
       "\n",
       "            function choose_item()\n",
       "            {\n",
       "                io.save_file(\"text/csv\", \"utf-8\", tables.get_csv(owner_id, key), filename + \".csv\");\n",
       "            }\n",
       "\n",
       "            context_menu.add_item(\"Save \" + label + \" as CSV\", show_item, choose_item);\n",
       "        })(modules[\"toyplot/tables\"],modules[\"toyplot/menus/context\"],modules[\"toyplot/io\"],\"t61f7b174e32b4025abd8f479f41bf4f7\",\"edge_data\",\"graph edge data\",[\"source\", \"target\"],[[187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 186, 186, 185, 185, 184, 184, 183, 183, 182, 182, 181, 181, 180, 180, 179, 179, 178, 178, 177, 177, 176, 176, 175, 175, 174, 174, 173, 173, 172, 172, 171, 171, 170, 170, 169, 169, 168, 168, 167, 167, 166, 166, 165, 165, 164, 164, 163, 163, 162, 162, 161, 161, 160, 160, 159, 159, 158, 158, 157, 157, 156, 156, 155, 155, 154, 154, 153, 153, 152, 152, 151, 151, 150, 150, 149, 149, 148, 148, 147, 147, 146, 146, 145, 145, 144, 144, 143, 143, 142, 142, 141, 141, 140, 140, 139, 139, 138, 138, 137, 137, 136, 136, 135, 135, 134, 134, 133, 133, 132, 132, 131, 131, 130, 130, 129, 129, 128, 128, 127, 127, 126, 126, 125, 125, 124, 124, 123, 123, 122, 122, 121, 121, 120, 120, 119, 119, 118, 118, 117, 117, 116, 116, 115, 115, 114, 114, 113, 113, 112, 112, 111, 111, 110, 110, 109, 109, 108, 108, 107, 107, 106, 106, 105, 105, 104, 104, 103, 103, 102, 102, 101, 101, 100, 100, 99, 99, 98, 98, 97, 97, 96, 96, 95, 95, 94, 94], [93, 185, 184, 183, 182, 181, 180, 179, 92, 91, 178, 177, 176, 175, 174, 173, 172, 171, 170, 169, 49, 168, 167, 166, 34, 165, 164, 163, 162, 161, 160, 159, 158, 157, 156, 155, 48, 47, 154, 153, 152, 151, 33, 150, 26, 25, 149, 148, 90, 89, 88, 87, 86, 147, 82, 146, 75, 74, 145, 144, 67, 143, 142, 141, 46, 45, 44, 140, 41, 40, 39, 139, 138, 137, 136, 135, 17, 134, 85, 133, 81, 132, 73, 72, 71, 131, 130, 129, 60, 128, 127, 126, 43, 42, 38, 125, 32, 124, 29, 123, 24, 23, 122, 121, 120, 119, 84, 83, 118, 117, 70, 116, 66, 115, 63, 114, 59, 58, 113, 112, 53, 111, 37, 110, 31, 30, 28, 27, 22, 21, 20, 109, 16, 108, 107, 106, 80, 79, 78, 105, 69, 68, 65, 64, 62, 61, 57, 56, 55, 54, 52, 104, 36, 35, 19, 18, 15, 103, 9, 8, 102, 101, 77, 76, 51, 50, 100, 99, 7, 98, 97, 96, 14, 13, 12, 95, 6, 5, 4, 3, 2, 94, 11, 10, 1, 0, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372]],\"toyplot\");\n",
       "})();</script></div></div>"
      ],
      "text/plain": [
       "<toyplot.canvas.Canvas at 0x7ff022e51a90>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = \"/home/deren/Desktop/RAxML_bootstrap.rax_139samp_fixed\"\n",
    "tre = toytree.tree(data)\n",
    "contemp = [i for i in tre.get_tip_labels() if \"contem\" in i]\n",
    "tre = tre.drop_tips(contemp)\n",
    "rtre = tre.root(\"quinoa\")\n",
    "\n",
    "colors = ['black'] * len(rtre)\n",
    "for i in range(0, 50):\n",
    "    colors[i] = toytree.colors[1]\n",
    "for i in range(50, 61):\n",
    "    colors[i] = toytree.colors[0]\n",
    "for i in range(61, 68):\n",
    "    colors[i] = toytree.colors[3]\n",
    "for i in range(68, 76):\n",
    "    colors[i] = toytree.colors[4]\n",
    "for i in range(76, 91):\n",
    "    colors[i] = toytree.colors[2]\n",
    "for i in range(91, 93):\n",
    "    colors[i] = toytree.colors[6]\n",
    "\n",
    "# make tree\n",
    "canvas, axes = rtre.draw(\n",
    "    use_edge_lengths=False, \n",
    "    tip_labels_style={\"font-size\": \"10px\"},\n",
    "    tip_labels=[i.split(\"_\")[0].split(\"-\")[0] for i in rtre.get_tip_labels()],\n",
    "    tip_labels_colors=colors,\n",
    ");\n",
    "\n",
    "# i\n",
    "import toyplot.svg\n",
    "toyplot.svg.render(canvas, \"/home/deren/websites/eaton-lab/slides/data-svg/Amaranth-full.svg\")\n",
    "canvas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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id=\"tb2e7570d36ae428a97e92b6d3796ae2e\"><g class=\"toyplot-Series\"><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,944.078947368421)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">reference</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,934.5288624787776)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,924.9787775891342)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,915.4286926994906)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,905.8786078098472)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,896.3285229202038)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,886.7784380305603)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,877.2283531409167)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,867.6782682512734)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,858.12818336163)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,848.5780984719863)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,839.028013582343)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,829.4779286926996)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,819.9278438030559)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,810.3777589134125)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,800.8276740237692)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,791.2775891341257)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,781.727504244482)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,772.1774193548387)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,762.6273344651953)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,753.0772495755516)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,743.5271646859082)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,733.9770797962649)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,724.4269949066214)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,714.8769100169778)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,705.3268251273345)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,695.776740237691)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,686.2266553480475)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,676.6765704584041)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,667.1264855687606)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,657.5764006791171)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,648.0263157894736)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,638.4762308998302)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,628.9261460101868)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acutilobus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,619.3760611205432)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acutilobus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,609.8259762308998)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">retroflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,600.2758913412564)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">retroflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,590.7258064516129)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">retroflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,581.1757215619693)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">wrightii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,571.625636672326)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">wrightii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,562.0755517826825)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">powellii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,552.525466893039)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">powellii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,542.9753820033956)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">powellii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,533.4252971137521)\"><text style=\"fill:rgb(89.8%,76.9%,58%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">fimbriatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,523.8752122241086)\"><text style=\"fill:rgb(89.8%,76.9%,58%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">fimbriatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,514.3251273344652)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">greggii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,504.77504244482174)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">greggii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,495.22495755517826)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">arenicola</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,485.6748726655348)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acanthochiton</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,476.1247877758914)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,466.57470288624785)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,457.0246179966044)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">floridanus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,447.474533106961)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,437.92444821731743)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,428.3743633276741)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">arenicola</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,418.8242784380305)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,409.2741935483871)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,399.72410865874366)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,390.17402376910013)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,380.6239388794567)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,371.07385398981324)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,361.5237691001697)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">watsonii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,351.9736842105263)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,342.4235993208829)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cannabinus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,332.87351443123936)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cannabinus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,323.32342954159583)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">australis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,313.7733446519524)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">australis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,304.223259762309)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,294.6731748726654)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,285.123089983022)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,275.5730050933786)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">californicus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,266.02292020373505)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitoides</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,256.47283531409164)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitoides</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,246.9227504244481)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">crassipes</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,237.37266553480467)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">crassipes</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,227.82258064516122)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,218.2724957555177)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,208.72241086587428)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,199.17232597623087)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,189.62224108658734)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">asplundii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,180.07215619694387)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,170.52207130730045)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,160.97198641765692)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,151.4219015280135)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,141.87181663837006)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,132.32173174872653)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,122.77164685908312)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">standleyanus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,113.22156196943969)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,103.67147707979616)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,94.12139219015273)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">muricatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,84.5713073005092)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">viridis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,75.02122241086578)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,65.47113752122235)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">viridis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,55.92105263157882)\"><text style=\"fill:rgb(0%,0%,0%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quinoa</text></g></g></g><g class=\"toyplot-mark-Graph\" id=\"tc42396896da34b2582364f5b96091319\"><g class=\"toyplot-Edges\"><path d=\"M 50.0 55.92105263157882 L 178.57142857142856 55.92105263157882\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 50.0 292.5999829778578 L 62.857142857142854 292.5999829778578\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 62.857142857142854 127.41404923599305 L 114.28571428571428 127.41404923599305\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 62.857142857142854 257.66659592529703 L 127.14285714285714 257.66659592529703\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 62.857142857142854 492.7193037722836 L 75.71428571428571 492.7193037722836\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 114.28571428571428 92.52971137521207 L 152.85714285714286 92.52971137521207\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 114.28571428571428 122.77164685908312 L 178.57142857142856 122.77164685908312\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 114.28571428571428 166.94078947368413 L 127.14285714285714 166.94078947368413\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 127.14285714285714 242.14770797962643 L 165.7142857142857 242.14770797962643\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 127.14285714285714 273.1854838709677 L 140.0 273.1854838709677\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 75.71428571428571 396.1428268251273 L 127.14285714285714 396.1428268251273\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 75.71428571428571 589.2957807194398 L 88.57142857142857 589.2957807194398\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 152.85714285714286 75.02122241086578 L 165.7142857142857 75.02122241086578\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 152.85714285714286 94.12139219015273 L 178.57142857142856 94.12139219015273\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 152.85714285714286 108.44651952461793 L 165.7142857142857 108.44651952461793\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 127.14285714285714 139.4842954159592 L 152.85714285714286 139.4842954159592\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 127.14285714285714 194.39728353140907 L 140.0 194.39728353140907\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 165.7142857142857 237.37266553480467 L 178.57142857142856 237.37266553480467\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 165.7142857142857 246.9227504244481 L 178.57142857142856 246.9227504244481\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 140.0 261.2478777589133 L 165.7142857142857 261.2478777589133\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 140.0 285.123089983022 L 152.85714285714286 285.123089983022\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 127.14285714285714 328.09847198641756 L 152.85714285714286 328.09847198641756\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 127.14285714285714 464.18718166383695 L 140.0 464.18718166383695\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 88.57142857142857 528.6502546689304 L 165.7142857142857 528.6502546689304\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 88.57142857142857 649.9413067699492 L 101.42857142857143 649.9413067699492\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 165.7142857142857 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style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;opacity:1.0;stroke:rgb(40%,76.1%,64.7%);stroke-opacity:1.0\" transform=\"translate(165.7142857142857, 705.3268251273345)\"><circle r=\"0.0\"></circle></g></g></g></g></g></svg><div class=\"toyplot-behavior\"><script>(function()\n",
       "{\n",
       "var modules={};\n",
       "modules[\"toyplot/tables\"] = (function()\n",
       "    {\n",
       "        var tables = [];\n",
       "\n",
       "        var module = {};\n",
       "\n",
       "        module.set = function(owner, key, names, columns)\n",
       "        {\n",
       "            tables.push({owner: owner, key: key, names: names, columns: columns});\n",
       "        }\n",
       "\n",
       "        module.get = function(owner, key)\n",
       "        {\n",
       "            for(var i = 0; i != tables.length; ++i)\n",
       "            {\n",
       "                var table = tables[i];\n",
       "                if(table.owner != owner)\n",
       "                    continue;\n",
       "                if(table.key != key)\n",
       "                    continue;\n",
       "                return {names: table.names, columns: table.columns};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        module.get_csv = function(owner, key)\n",
       "        {\n",
       "            var table = module.get(owner, key);\n",
       "            if(table != undefined)\n",
       "            {\n",
       "                var csv = \"\";\n",
       "                csv += table.names.join(\",\") + \"\\n\";\n",
       "                for(var i = 0; i != table.columns[0].length; ++i)\n",
       "                {\n",
       "                  for(var j = 0; j != table.columns.length; ++j)\n",
       "                  {\n",
       "                    if(j)\n",
       "                      csv += \",\";\n",
       "                    csv += table.columns[j][i];\n",
       "                  }\n",
       "                  csv += \"\\n\";\n",
       "                }\n",
       "                return csv;\n",
       "            }\n",
       "        }\n",
       "\n",
       "        return module;\n",
       "    })();\n",
       "modules[\"toyplot/root/id\"] = \"tb8de40f83f24484eb774538cfa78f81c\";\n",
       "modules[\"toyplot/root\"] = (function(root_id)\n",
       "    {\n",
       "        return document.querySelector(\"#\" + root_id);\n",
       "    })(modules[\"toyplot/root/id\"]);\n",
       "modules[\"toyplot/canvas/id\"] = \"ta092ef493e124ba1b0266a7de6ead9ee\";\n",
       "modules[\"toyplot/canvas\"] = (function(canvas_id)\n",
       "    {\n",
       "        return document.querySelector(\"#\" + canvas_id);\n",
       "    })(modules[\"toyplot/canvas/id\"]);\n",
       "modules[\"toyplot/menus/context\"] = (function(root, canvas)\n",
       "    {\n",
       "        var wrapper = document.createElement(\"div\");\n",
       "        wrapper.innerHTML = \"<ul class='toyplot-context-menu' style='background:#eee; border:1px solid #b8b8b8; border-radius:5px; box-shadow: 0px 0px 8px rgba(0%,0%,0%,0.25); margin:0; padding:3px 0; position:fixed; visibility:hidden;'></ul>\"\n",
       "        var menu = wrapper.firstChild;\n",
       "\n",
       "        root.appendChild(menu);\n",
       "\n",
       "        var items = [];\n",
       "\n",
       "        var ignore_mouseup = null;\n",
       "        function open_menu(e)\n",
       "        {\n",
       "            var show_menu = false;\n",
       "            for(var index=0; index != items.length; ++index)\n",
       "            {\n",
       "                var item = items[index];\n",
       "                if(item.show(e))\n",
       "                {\n",
       "                    item.item.style.display = \"block\";\n",
       "                    show_menu = true;\n",
       "                }\n",
       "                else\n",
       "                {\n",
       "                    item.item.style.display = \"none\";\n",
       "                }\n",
       "            }\n",
       "\n",
       "            if(show_menu)\n",
       "            {\n",
       "                ignore_mouseup = true;\n",
       "                menu.style.left = (e.clientX + 1) + \"px\";\n",
       "                menu.style.top = (e.clientY - 5) + \"px\";\n",
       "                menu.style.visibility = \"visible\";\n",
       "                e.stopPropagation();\n",
       "                e.preventDefault();\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function close_menu()\n",
       "        {\n",
       "            menu.style.visibility = \"hidden\";\n",
       "        }\n",
       "\n",
       "        function contextmenu(e)\n",
       "        {\n",
       "            open_menu(e);\n",
       "        }\n",
       "\n",
       "        function mousemove(e)\n",
       "        {\n",
       "            ignore_mouseup = false;\n",
       "        }\n",
       "\n",
       "        function mouseup(e)\n",
       "        {\n",
       "            if(ignore_mouseup)\n",
       "            {\n",
       "                ignore_mouseup = false;\n",
       "                return;\n",
       "            }\n",
       "            close_menu();\n",
       "        }\n",
       "\n",
       "        function keydown(e)\n",
       "        {\n",
       "            if(e.key == \"Escape\" || e.key == \"Esc\" || e.keyCode == 27)\n",
       "            {\n",
       "                close_menu();\n",
       "            }\n",
       "        }\n",
       "\n",
       "        canvas.addEventListener(\"contextmenu\", contextmenu);\n",
       "        canvas.addEventListener(\"mousemove\", mousemove);\n",
       "        document.addEventListener(\"mouseup\", mouseup);\n",
       "        document.addEventListener(\"keydown\", keydown);\n",
       "\n",
       "        var module = {};\n",
       "        module.add_item = function(label, show, activate)\n",
       "        {\n",
       "            var wrapper = document.createElement(\"div\");\n",
       "            wrapper.innerHTML = \"<li class='toyplot-context-menu-item' style='background:#eee; color:#333; padding:2px 20px; list-style:none; margin:0; text-align:left;'>\" + label + \"</li>\"\n",
       "            var item = wrapper.firstChild;\n",
       "\n",
       "            items.push({item: item, show: show});\n",
       "\n",
       "            function mouseover()\n",
       "            {\n",
       "                this.style.background = \"steelblue\";\n",
       "                this.style.color = \"white\";\n",
       "            }\n",
       "\n",
       "            function mouseout()\n",
       "            {\n",
       "                this.style.background = \"#eee\";\n",
       "                this.style.color = \"#333\";\n",
       "            }\n",
       "\n",
       "            function choose_item(e)\n",
       "            {\n",
       "                close_menu();\n",
       "                activate();\n",
       "\n",
       "                e.stopPropagation();\n",
       "                e.preventDefault();\n",
       "            }\n",
       "\n",
       "            item.addEventListener(\"mouseover\", mouseover);\n",
       "            item.addEventListener(\"mouseout\", mouseout);\n",
       "            item.addEventListener(\"mouseup\", choose_item);\n",
       "            item.addEventListener(\"contextmenu\", choose_item);\n",
       "\n",
       "            menu.appendChild(item);\n",
       "        };\n",
       "        return module;\n",
       "    })(modules[\"toyplot/root\"],modules[\"toyplot/canvas\"]);\n",
       "modules[\"toyplot/io\"] = (function()\n",
       "    {\n",
       "        var module = {};\n",
       "        module.save_file = function(mime_type, charset, data, filename)\n",
       "        {\n",
       "            var uri = \"data:\" + mime_type + \";charset=\" + charset + \",\" + data;\n",
       "            uri = encodeURI(uri);\n",
       "\n",
       "            var link = document.createElement(\"a\");\n",
       "            if(typeof link.download != \"undefined\")\n",
       "            {\n",
       "              link.href = uri;\n",
       "              link.style = \"visibility:hidden\";\n",
       "              link.download = filename;\n",
       "\n",
       "              document.body.appendChild(link);\n",
       "              link.click();\n",
       "              document.body.removeChild(link);\n",
       "            }\n",
       "            else\n",
       "            {\n",
       "              window.open(uri);\n",
       "            }\n",
       "        };\n",
       "        return module;\n",
       "    })();\n",
       "(function(tables, context_menu, io, owner_id, key, label, names, columns, filename)\n",
       "        {\n",
       "            tables.set(owner_id, key, names, columns);\n",
       "\n",
       "            var owner = document.querySelector(\"#\" + owner_id);\n",
       "            function show_item(e)\n",
       "            {\n",
       "                return owner.contains(e.target);\n",
       "            }\n",
       "\n",
       "            function choose_item()\n",
       "            {\n",
       "                io.save_file(\"text/csv\", \"utf-8\", tables.get_csv(owner_id, key), filename + \".csv\");\n",
       "            }\n",
       "\n",
       "            context_menu.add_item(\"Save \" + label + \" as CSV\", show_item, choose_item);\n",
       "        })(modules[\"toyplot/tables\"],modules[\"toyplot/menus/context\"],modules[\"toyplot/io\"],\"tc42396896da34b2582364f5b96091319\",\"vertex_data\",\"graph vertex data\",[\"x\", \"y\"],[[-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -1.0, -1.0, -1.0, -1.0, -2.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -3.0, -2.0, -1.0, -1.0, -4.0, -1.0, -3.0, -2.0, -1.0, -1.0, -1.0, -5.0, -4.0, -1.0, -1.0, -2.0, -1.0, -1.0, -1.0, -1.0, -2.0, -1.0, -6.0, -1.0, -3.0, -2.0, -2.0, -1.0, -3.0, -2.0, -1.0, -1.0, -7.0, -4.0, -3.0, -1.0, -4.0, -2.0, -8.0, -4.0, -5.0, -9.0, -10.0, -10.0, -10.0, -9.0, -9.0, -9.0, -5.0, -5.0, -5.0, -4.0, -4.0, -8.0, -8.0, -2.0, -2.0, -2.0, -4.0, -4.0, -1.0, -1.0, -3.0, -3.0, -4.0, -4.0, -7.0, -7.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -3.0, -3.0, -1.0, -1.0, -2.0, -2.0, -2.0, -2.0, -3.0, -3.0, -3.0, -3.0, -3.0, -1.0, -1.0, -6.0, -6.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -4.0, -4.0, -5.0, -5.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -3.0, -3.0, -1.0, -1.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -4.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -3.0, -3.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -2.0, -2.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0], [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0, 31.0, 32.0, 33.0, 34.0, 35.0, 36.0, 37.0, 38.0, 39.0, 40.0, 41.0, 42.0, 43.0, 44.0, 45.0, 46.0, 47.0, 48.0, 49.0, 50.0, 51.0, 52.0, 53.0, 54.0, 55.0, 56.0, 57.0, 58.0, 59.0, 60.0, 61.0, 62.0, 63.0, 64.0, 65.0, 66.0, 67.0, 68.0, 69.0, 70.0, 71.0, 72.0, 73.0, 74.0, 75.0, 76.0, 77.0, 78.0, 79.0, 80.0, 81.0, 82.0, 83.0, 84.0, 85.0, 86.0, 87.0, 88.0, 89.0, 90.0, 91.0, 92.0, 93.0, 26.0, 28.5, 10.0, 18.5, 27.25, 31.0, 35.5, 0.5, 5.5, 12.333333333333334, 21.416666666666668, 29.125, 36.25, 38.5, 40.5, 11.072916666666666, 33.5, 37.375, 41.25, 60.5, 79.5, 81.5, 22.286458333333332, 39.3125, 45.5, 52.0, 58.75, 63.5, 65.5, 68.0, 76.5, 80.5, 83.5, 30.799479166666664, 43.5, 50.25, 64.5, 69.0, 71.5, 78.5, 84.25, 87.5, 91.0, 37.14973958333333, 57.375, 70.25, 73.5, 81.375, 89.16666666666667, 47.262369791666664, 71.875, 85.5138888888889, 68.21708622685186, 80.60854311342592, 93.0, 68.21708622685186, 85.5138888888889, 71.875, 47.262369791666664, 89.16666666666667, 86.0, 81.375, 73.5, 70.25, 57.375, 37.14973958333333, 91.0, 89.0, 87.5, 84.25, 78.5, 74.0, 73.0, 71.5, 69.0, 64.5, 50.25, 43.5, 30.799479166666664, 92.0, 91.0, 90.0, 88.0, 87.0, 85.0, 83.5, 80.5, 76.5, 72.0, 71.0, 70.0, 68.0, 65.5, 63.5, 58.75, 52.0, 48.0, 47.0, 45.5, 44.0, 43.0, 39.3125, 22.286458333333332, 84.0, 83.0, 81.5, 79.5, 78.0, 77.0, 76.0, 75.0, 69.0, 68.0, 67.0, 66.0, 65.0, 64.0, 63.0, 62.0, 60.5, 59.0, 58.0, 57.0, 56.0, 55.0, 54.0, 53.0, 52.0, 51.0, 50.0, 49.0, 46.0, 45.0, 41.25, 37.375, 33.5, 11.072916666666666, 82.0, 81.0, 80.0, 79.0, 61.0, 60.0, 42.0, 40.5, 38.5, 36.25, 34.0, 33.0, 29.125, 21.416666666666668, 17.0, 16.0, 15.0, 12.333333333333334, 7.0, 5.5, 4.0, 3.0, 2.0, 0.5, 41.0, 40.0, 39.0, 38.0, 37.0, 35.5, 31.0, 27.25, 24.0, 23.0, 22.0, 21.0, 20.0, 18.5, 14.0, 13.0, 10.0, 6.0, 5.0, 1.0, 0.0, 36.0, 35.0, 32.0, 31.0, 30.0, 28.5, 26.0, 19.0, 18.0, 12.0, 11.0, 10.0, 9.0, 8.0, 29.0, 28.0, 27.0, 26.0, 25.0]],\"toyplot\");\n",
       "(function(tables, context_menu, io, owner_id, key, label, names, columns, filename)\n",
       "        {\n",
       "            tables.set(owner_id, key, names, columns);\n",
       "\n",
       "            var owner = document.querySelector(\"#\" + owner_id);\n",
       "            function show_item(e)\n",
       "            {\n",
       "                return owner.contains(e.target);\n",
       "            }\n",
       "\n",
       "            function choose_item()\n",
       "            {\n",
       "                io.save_file(\"text/csv\", \"utf-8\", tables.get_csv(owner_id, key), filename + \".csv\");\n",
       "            }\n",
       "\n",
       "            context_menu.add_item(\"Save \" + label + \" as CSV\", show_item, choose_item);\n",
       "        })(modules[\"toyplot/tables\"],modules[\"toyplot/menus/context\"],modules[\"toyplot/io\"],\"tc42396896da34b2582364f5b96091319\",\"edge_data\",\"graph edge data\",[\"source\", \"target\"],[[148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 147, 147, 146, 146, 146, 145, 145, 145, 144, 144, 143, 143, 142, 142, 142, 141, 141, 140, 140, 139, 139, 138, 138, 137, 137, 136, 136, 136, 135, 135, 134, 134, 133, 133, 132, 132, 131, 131, 130, 130, 129, 129, 129, 129, 129, 128, 128, 127, 127, 126, 126, 125, 125, 124, 124, 124, 124, 123, 123, 123, 122, 122, 121, 121, 120, 120, 120, 120, 120, 120, 119, 119, 119, 119, 119, 119, 119, 118, 118, 117, 117, 116, 116, 115, 115, 114, 114, 113, 113, 112, 112, 111, 111, 110, 110, 109, 109, 109, 109, 109, 109, 109, 109, 109, 109, 109, 109, 108, 108, 107, 107, 106, 106, 105, 105, 104, 104, 104, 104, 104, 104, 103, 103, 103, 102, 102, 101, 101, 100, 100, 99, 99, 99, 98, 98, 97, 97, 96, 96, 96, 96, 96, 95, 95, 94, 94, 94], [93, 146, 145, 144, 143, 142, 86, 141, 140, 139, 138, 137, 136, 89, 135, 134, 133, 74, 73, 132, 131, 130, 129, 128, 127, 92, 91, 90, 88, 87, 85, 126, 125, 124, 72, 71, 70, 123, 122, 121, 120, 119, 48, 47, 118, 44, 43, 117, 116, 84, 83, 115, 114, 78, 77, 76, 75, 69, 68, 67, 66, 65, 64, 63, 62, 113, 59, 58, 57, 56, 55, 54, 53, 52, 51, 50, 49, 46, 45, 112, 111, 110, 109, 82, 81, 80, 79, 61, 60, 42, 108, 107, 106, 34, 33, 105, 104, 17, 16, 15, 103, 7, 102, 4, 3, 2, 101, 41, 40, 39, 38, 37, 100, 99, 98, 24, 23, 22, 21, 20, 97, 14, 13, 96, 6, 5, 1, 0, 36, 35, 32, 31, 30, 95, 94, 19, 18, 12, 11, 10, 9, 8, 29, 28, 27, 26, 25, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294]],\"toyplot\");\n",
       "})();</script></div></div>"
      ],
      "text/plain": [
       "<toyplot.canvas.Canvas at 0x7ff021af12b0>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = \"/home/deren/Desktop/RAxML_bipartitions.PSII\"\n",
    "tre = toytree.tree(data)\n",
    "contemp = [i for i in tre.get_tip_labels() if \"contem\" in i]\n",
    "tre = tre.drop_tips(contemp)\n",
    "rtre = tre.root(\"quinoa\").collapse_nodes(min_support=70)\n",
    "canvas, axes = rtre.draw(\n",
    "    use_edge_lengths=False, \n",
    "    tip_labels_style={\"font-size\": \"10px\"},\n",
    "    tip_labels=[i.split(\"_\")[0].split(\"-\")[0] for i in rtre.get_tip_labels()],\n",
    "    tip_labels_colors=colors,\n",
    "    #node_labels=\"support\",\n",
    ");\n",
    "import toyplot.svg\n",
    "toyplot.svg.render(\n",
    "    canvas,\n",
    "    \"/home/deren/websites/eaton-lab/slides/data-svg/Amaranth-poly-PSII.svg\",\n",
    ")\n",
    "canvas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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id=\"tf71c107fc6824950aafce9a3c370a277\"><g class=\"toyplot-Series\"><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,944.078947368421)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,934.5288624787776)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">reference</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,924.9787775891342)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,915.4286926994906)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,905.8786078098472)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,896.3285229202038)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,886.7784380305603)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,877.2283531409167)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hypochondriacus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,867.6782682512734)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,858.12818336163)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,848.5780984719863)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,839.028013582343)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,829.4779286926996)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cruentus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,819.9278438030559)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,810.3777589134125)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,800.8276740237692)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,791.2775891341257)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">hybridus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,781.727504244482)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,772.1774193548387)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,762.6273344651953)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,753.0772495755516)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quitensis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,743.5271646859082)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,733.9770797962649)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,724.4269949066214)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,714.8769100169778)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">caudatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,705.3268251273345)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,695.776740237691)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,686.2266553480475)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,676.6765704584041)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,667.1264855687606)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">spinosus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,657.5764006791171)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,648.0263157894736)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,638.4762308998302)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">dubius</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,628.9261460101868)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acutilobus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,619.3760611205432)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acutilobus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,609.8259762308998)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">retroflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,600.2758913412564)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">retroflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,590.7258064516129)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">retroflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,581.1757215619693)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">wrightii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,571.625636672326)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">wrightii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,562.0755517826825)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">powellii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,552.525466893039)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">powellii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,542.9753820033956)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">powellii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,533.4252971137521)\"><text style=\"fill:rgb(89.8%,76.9%,58%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">fimbriatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,523.8752122241086)\"><text style=\"fill:rgb(89.8%,76.9%,58%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">fimbriatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,514.3251273344652)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,504.77504244482174)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,495.22495755517826)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">floridanus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,485.6748726655348)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,476.1247877758914)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,466.57470288624785)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">arenicola</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,457.0246179966044)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tuberculatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,447.474533106961)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">greggii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,437.92444821731743)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">greggii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,428.3743633276741)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">arenicola</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,418.8242784380305)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">acanthochiton</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,409.2741935483871)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,399.72410865874366)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,390.17402376910013)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,380.6239388794567)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,371.07385398981324)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,361.5237691001697)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">watsonii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,351.9736842105263)\"><text style=\"fill:rgb(98.8%,55.3%,38.4%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">palmeri</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,342.4235993208829)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cannabinus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,332.87351443123936)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">cannabinus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,323.32342954159583)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">australis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,313.7733446519524)\"><text style=\"fill:rgb(55.3%,62.7%,79.6%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">australis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,304.223259762309)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,294.6731748726654)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,285.123089983022)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">albus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,275.5730050933786)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">californicus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,266.02292020373505)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitoides</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,256.47283531409164)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitoides</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,246.9227504244481)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">crassipes</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,237.37266553480467)\"><text style=\"fill:rgb(65.1%,84.7%,32.9%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">crassipes</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,227.82258064516122)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,218.2724957555177)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,208.72241086587428)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,199.17232597623087)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">tricolor</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,189.62224108658734)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">asplundii</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,180.07215619694387)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,170.52207130730045)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,160.97198641765692)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">graecizans</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,151.4219015280135)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,141.87181663837006)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,132.32173174872653)\"><text style=\"fill:rgb(40%,76.1%,64.7%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">blitum</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,122.77164685908312)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">standleyanus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,113.22156196943969)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">viridis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,103.67147707979616)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,94.12139219015273)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">viridis</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,84.5713073005092)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,75.02122241086578)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">deflexus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,65.47113752122235)\"><text style=\"fill:rgb(90.6%,54.1%,76.5%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">muricatus</text></g><g class=\"toyplot-Datum\" transform=\"translate(178.57142857142856,55.92105263157882)\"><text style=\"fill:rgb(0%,0%,0%);fill-opacity:1.0;font-family:helvetica;font-size:10.0px;font-weight:normal;opacity:1;stroke:none;vertical-align:baseline;white-space:pre\" x=\"15.0\" y=\"2.5549999999999997\">quinoa</text></g></g></g><g class=\"toyplot-mark-Graph\" id=\"t88d1d7b2686e4947a06c979e2307b151\"><g class=\"toyplot-Edges\"><path d=\"M 50.0 55.92105263157882 L 178.57142857142856 55.92105263157882\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 50.0 240.24945082607812 L 57.14285714285714 240.24945082607812\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 57.14285714285714 115.90752334465182 L 135.71428571428572 115.90752334465182\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 57.14285714285714 364.59137830750444 L 64.28571428571428 364.59137830750444\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 135.71428571428572 86.95882852292009 L 157.14285714285714 86.95882852292009\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 135.71428571428572 144.85621816638357 L 142.85714285714283 144.85621816638357\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 64.28571428571428 257.3681557724957 L 142.85714285714283 257.3681557724957\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 64.28571428571428 471.81460084251313 L 71.42857142857143 471.81460084251313\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 157.14285714285714 72.63370118845489 L 164.28571428571428 72.63370118845489\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 157.14285714285714 101.28395585738528 L 164.28571428571428 101.28395585738528\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 142.85714285714283 122.77164685908312 L 178.57142857142856 122.77164685908312\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 142.85714285714283 166.94078947368413 L 150.0 166.94078947368413\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 142.85714285714283 242.14770797962643 L 171.42857142857142 242.14770797962643\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 142.85714285714283 272.58860356536496 L 150.0 272.58860356536496\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 71.42857142857143 369.4697381685059 L 121.42857142857142 369.4697381685059\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 71.42857142857143 574.1594635165203 L 78.57142857142857 574.1594635165203\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 164.28571428571428 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style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 150.0 194.39728353140907 L 157.14285714285714 194.39728353140907\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 171.42857142857142 237.37266553480467 L 178.57142857142856 237.37266553480467\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 171.42857142857142 246.9227504244481 L 178.57142857142856 246.9227504244481\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 150.0 261.2478777589133 L 171.42857142857142 261.2478777589133\" style=\"fill:none;opacity:1;stroke:rgb(14.9%,14.9%,14.9%);stroke-linecap:round;stroke-opacity:1.0;stroke-width:2.0\"></path><path d=\"M 150.0 283.92932937181655 L 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       "{\n",
       "var modules={};\n",
       "modules[\"toyplot/tables\"] = (function()\n",
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       "        var tables = [];\n",
       "\n",
       "        var module = {};\n",
       "\n",
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       "        {\n",
       "            tables.push({owner: owner, key: key, names: names, columns: columns});\n",
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       "\n",
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       "                if(table.key != key)\n",
       "                    continue;\n",
       "                return {names: table.names, columns: table.columns};\n",
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       "\n",
       "        module.get_csv = function(owner, key)\n",
       "        {\n",
       "            var table = module.get(owner, key);\n",
       "            if(table != undefined)\n",
       "            {\n",
       "                var csv = \"\";\n",
       "                csv += table.names.join(\",\") + \"\\n\";\n",
       "                for(var i = 0; i != table.columns[0].length; ++i)\n",
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       "                  for(var j = 0; j != table.columns.length; ++j)\n",
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       "modules[\"toyplot/root/id\"] = \"t4815e6c6b3264959bac89ad524bef103\";\n",
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       "modules[\"toyplot/canvas/id\"] = \"t116e1db6f6424e17be6e5171e1e1a021\";\n",
       "modules[\"toyplot/canvas\"] = (function(canvas_id)\n",
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       "        return document.querySelector(\"#\" + canvas_id);\n",
       "    })(modules[\"toyplot/canvas/id\"]);\n",
       "modules[\"toyplot/menus/context\"] = (function(root, canvas)\n",
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       "        var wrapper = document.createElement(\"div\");\n",
       "        wrapper.innerHTML = \"<ul class='toyplot-context-menu' style='background:#eee; border:1px solid #b8b8b8; border-radius:5px; box-shadow: 0px 0px 8px rgba(0%,0%,0%,0.25); margin:0; padding:3px 0; position:fixed; visibility:hidden;'></ul>\"\n",
       "        var menu = wrapper.firstChild;\n",
       "\n",
       "        root.appendChild(menu);\n",
       "\n",
       "        var items = [];\n",
       "\n",
       "        var ignore_mouseup = null;\n",
       "        function open_menu(e)\n",
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       "                e.stopPropagation();\n",
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       "        }\n",
       "\n",
       "        function close_menu()\n",
       "        {\n",
       "            menu.style.visibility = \"hidden\";\n",
       "        }\n",
       "\n",
       "        function contextmenu(e)\n",
       "        {\n",
       "            open_menu(e);\n",
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       "\n",
       "        function mousemove(e)\n",
       "        {\n",
       "            ignore_mouseup = false;\n",
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       "\n",
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       "        document.addEventListener(\"mouseup\", mouseup);\n",
       "        document.addEventListener(\"keydown\", keydown);\n",
       "\n",
       "        var module = {};\n",
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       "            wrapper.innerHTML = \"<li class='toyplot-context-menu-item' style='background:#eee; color:#333; padding:2px 20px; list-style:none; margin:0; text-align:left;'>\" + label + \"</li>\"\n",
       "            var item = wrapper.firstChild;\n",
       "\n",
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       "\n",
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       "                this.style.background = \"steelblue\";\n",
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       "\n",
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       "\n",
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       "\n",
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       "            item.addEventListener(\"mouseup\", choose_item);\n",
       "            item.addEventListener(\"contextmenu\", choose_item);\n",
       "\n",
       "            menu.appendChild(item);\n",
       "        };\n",
       "        return module;\n",
       "    })(modules[\"toyplot/root\"],modules[\"toyplot/canvas\"]);\n",
       "modules[\"toyplot/io\"] = (function()\n",
       "    {\n",
       "        var module = {};\n",
       "        module.save_file = function(mime_type, charset, data, filename)\n",
       "        {\n",
       "            var uri = \"data:\" + mime_type + \";charset=\" + charset + \",\" + data;\n",
       "            uri = encodeURI(uri);\n",
       "\n",
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       "              link.download = filename;\n",
       "\n",
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       "            }\n",
       "            else\n",
       "            {\n",
       "              window.open(uri);\n",
       "            }\n",
       "        };\n",
       "        return module;\n",
       "    })();\n",
       "(function(tables, context_menu, io, owner_id, key, label, names, columns, filename)\n",
       "        {\n",
       "            tables.set(owner_id, key, names, columns);\n",
       "\n",
       "            var owner = document.querySelector(\"#\" + owner_id);\n",
       "            function show_item(e)\n",
       "            {\n",
       "                return owner.contains(e.target);\n",
       "            }\n",
       "\n",
       "            function choose_item()\n",
       "            {\n",
       "                io.save_file(\"text/csv\", \"utf-8\", tables.get_csv(owner_id, key), filename + \".csv\");\n",
       "            }\n",
       "\n",
       "            context_menu.add_item(\"Save \" + label + \" as CSV\", show_item, choose_item);\n",
       "        })(modules[\"toyplot/tables\"],modules[\"toyplot/menus/context\"],modules[\"toyplot/io\"],\"t88d1d7b2686e4947a06c979e2307b151\",\"vertex_data\",\"graph vertex data\",[\"x\", \"y\"],[[-0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -0.0, -1.0, -2.0, -1.0, -1.0, -3.0, -2.0, -4.0, -1.0, -3.0, -5.0, -4.0, -6.0, -5.0, -1.0, -7.0, -1.0, -2.0, -1.0, -1.0, -1.0, -8.0, -3.0, -2.0, -2.0, -1.0, -1.0, -2.0, -1.0, -9.0, -4.0, -3.0, -2.0, -1.0, -3.0, -1.0, -1.0, -10.0, -4.0, -2.0, 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       "(function(tables, context_menu, io, owner_id, key, label, names, columns, filename)\n",
       "        {\n",
       "            tables.set(owner_id, key, names, columns);\n",
       "\n",
       "            var owner = document.querySelector(\"#\" + owner_id);\n",
       "            function show_item(e)\n",
       "            {\n",
       "                return owner.contains(e.target);\n",
       "            }\n",
       "\n",
       "            function choose_item()\n",
       "            {\n",
       "                io.save_file(\"text/csv\", \"utf-8\", tables.get_csv(owner_id, key), filename + \".csv\");\n",
       "            }\n",
       "\n",
       "            context_menu.add_item(\"Save \" + label + \" as CSV\", show_item, choose_item);\n",
       "        })(modules[\"toyplot/tables\"],modules[\"toyplot/menus/context\"],modules[\"toyplot/io\"],\"t88d1d7b2686e4947a06c979e2307b151\",\"edge_data\",\"graph edge data\",[\"source\", \"target\"],[[187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 186, 186, 185, 185, 184, 184, 183, 183, 182, 182, 181, 181, 180, 180, 179, 179, 178, 178, 177, 177, 176, 176, 175, 175, 174, 174, 173, 173, 172, 172, 171, 171, 170, 170, 169, 169, 168, 168, 167, 167, 166, 166, 165, 165, 164, 164, 163, 163, 162, 162, 161, 161, 160, 160, 159, 159, 158, 158, 157, 157, 156, 156, 155, 155, 154, 154, 153, 153, 152, 152, 151, 151, 150, 150, 149, 149, 148, 148, 147, 147, 146, 146, 145, 145, 144, 144, 143, 143, 142, 142, 141, 141, 140, 140, 139, 139, 138, 138, 137, 137, 136, 136, 135, 135, 134, 134, 133, 133, 132, 132, 131, 131, 130, 130, 129, 129, 128, 128, 127, 127, 126, 126, 125, 125, 124, 124, 123, 123, 122, 122, 121, 121, 120, 120, 119, 119, 118, 118, 117, 117, 116, 116, 115, 115, 114, 114, 113, 113, 112, 112, 111, 111, 110, 110, 109, 109, 108, 108, 107, 107, 106, 106, 105, 105, 104, 104, 103, 103, 102, 102, 101, 101, 100, 100, 99, 99, 98, 98, 97, 97, 96, 96, 95, 95, 94, 94], [93, 185, 184, 183, 182, 181, 180, 179, 178, 177, 86, 176, 175, 174, 173, 172, 92, 171, 89, 170, 169, 168, 74, 73, 167, 166, 165, 164, 163, 162, 91, 90, 88, 87, 85, 161, 160, 159, 72, 71, 70, 158, 157, 156, 155, 154, 44, 43, 153, 152, 84, 83, 151, 150, 149, 148, 69, 147, 66, 65, 64, 63, 146, 145, 144, 143, 142, 141, 140, 139, 82, 81, 80, 79, 78, 77, 76, 75, 68, 67, 62, 138, 59, 137, 55, 136, 51, 135, 42, 134, 133, 132, 34, 33, 131, 130, 61, 60, 58, 129, 54, 128, 50, 127, 41, 40, 39, 38, 37, 126, 125, 124, 123, 122, 57, 56, 53, 52, 121, 120, 36, 35, 32, 119, 118, 117, 116, 115, 17, 114, 49, 48, 47, 113, 31, 30, 29, 28, 27, 112, 24, 111, 21, 110, 109, 108, 46, 45, 26, 25, 23, 22, 20, 107, 16, 15, 106, 105, 19, 18, 14, 104, 7, 103, 13, 102, 101, 100, 12, 99, 6, 5, 4, 98, 97, 96, 3, 95, 11, 10, 9, 8, 2, 94, 1, 0, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372]],\"toyplot\");\n",
       "})();</script></div></div>"
      ],
      "text/plain": [
       "<toyplot.canvas.Canvas at 0x7ff02191bdd8>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = \"/home/deren/Desktop/RAxML_bestTree.PSII\"\n",
    "tre = toytree.tree(data)\n",
    "contemp = [i for i in tre.get_tip_labels() if \"contem\" in i]\n",
    "tre = tre.drop_tips(contemp)\n",
    "rtre = tre.root(\"quinoa\")\n",
    "\n",
    "colors = ['black'] * len(rtre)\n",
    "for i in range(0, 43):\n",
    "    colors[i] = toytree.colors[1]\n",
    "for i in range(43, 45):\n",
    "    colors[i] = toytree.colors[6]\n",
    "for i in range(45, 56):\n",
    "    colors[i] = toytree.colors[2]\n",
    "for i in range(56, 63):\n",
    "    colors[i] = toytree.colors[1]\n",
    "for i in range(63, 67):\n",
    "    colors[i] = toytree.colors[2]\n",
    "for i in range(67, 75):\n",
    "    colors[i] = toytree.colors[4]\n",
    "for i in range(75, 86):\n",
    "    colors[i] = toytree.colors[0]\n",
    "for i in range(86, 93):\n",
    "    colors[i] = toytree.colors[3]\n",
    "\n",
    "# make tree\n",
    "canvas, axes = rtre.draw(\n",
    "    use_edge_lengths=False, \n",
    "    tip_labels_style={\"font-size\": \"10px\"},\n",
    "    tip_labels=[i.split(\"_\")[0].split(\"-\")[0] for i in rtre.get_tip_labels()],\n",
    "    tip_labels_colors=colors,\n",
    ");\n",
    "\n",
    "# i\n",
    "import toyplot.svg\n",
    "toyplot.svg.render(\n",
    "    canvas,\n",
    "    \"/home/deren/websites/eaton-lab/slides/data-svg/Amaranth-PSII.svg\",\n",
    ")\n",
    "canvas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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